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Firm network structure and innovation

Author

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  • Chuluun, Tuugi
  • Prevost, Andrew
  • Upadhyay, Arun

Abstract

This study examines how various dimensions of a firm's network affect innovation and pricing of innovation by market participants. We use board interlocks to build interfirm network and construct different network measures to capture firm centrality in the interfirm network, cohesion within firm network, and diversity, innovativeness, and propinquity of firm network. Our results show that these different characteristics of network connectedness affect firm innovation input and output, particularly for firms in relatively intangible industries. These results are robust to the use of an instrumental variables approach as well as a natural experiment of state-level changes in R&D tax credits. We also find that innovation has a positive (negative) marginal effect on corporate bond yield spreads when firms have lower (higher) connectedness, suggesting that the market perceives innovative activities by more connected firms as less uncertain. Yield spread changes around patent filings further support this finding.

Suggested Citation

  • Chuluun, Tuugi & Prevost, Andrew & Upadhyay, Arun, 2017. "Firm network structure and innovation," Journal of Corporate Finance, Elsevier, vol. 44(C), pages 193-214.
  • Handle: RePEc:eee:corfin:v:44:y:2017:i:c:p:193-214
    DOI: 10.1016/j.jcorpfin.2017.03.009
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    as
    1. Joseph Engelberg & Pengjie Gao & Christopher A. Parsons, 2013. "The Price of a CEO's Rolodex," Review of Financial Studies, Society for Financial Studies, vol. 26(1), pages 79-114.
    2. Bill Francis & Iftekhar Hasan & Ying Huang & Zenu Sharma, 2012. "Do Banks Value Innovation? Evidence from US Firms," Financial Management, Financial Management Association International, vol. 41(1), pages 159-185, March.
    3. Huafeng (JASON) Chen & Marcin Kacperczyk & Hernán Ortiz-Molina, 2011. "Do Nonfinancial Stakeholders Affect the Pricing of Risky Debt? Evidence from Unionized Workers," Review of Finance, European Finance Association, vol. 16(2), pages 347-383.
    4. Hsu, Po-Hsuan & Lee, Hsiao-Hui & Liu, Alfred Zhu & Zhang, Zhipeng, 2015. "Corporate innovation, default risk, and bond pricing," Journal of Corporate Finance, Elsevier, vol. 35(C), pages 329-344.
    5. Lauren Cohen & Andrea Frazzini & Christopher Malloy, 2008. "The Small World of Investing: Board Connections and Mutual Fund Returns," Journal of Political Economy, University of Chicago Press, vol. 116(5), pages 951-979, October.
    6. repec:zbw:bofrdp:2012_026 is not listed on IDEAS
    7. Daniel J. Wilson, 2009. "Beggar Thy Neighbor? The In-State, Out-of-State, and Aggregate Effects of R&D Tax Credits," The Review of Economics and Statistics, MIT Press, vol. 91(2), pages 431-436, May.
    8. Sattar A. Mansi & William F. Maxwell & Darius P. Miller, 2004. "Does Auditor Quality and Tenure Matter to Investors? Evidence from the Bond Market," Journal of Accounting Research, Wiley Blackwell, vol. 42(4), pages 755-793, September.
    9. Stuart, Toby E. & Yim, Soojin, 2010. "Board interlocks and the propensity to be targeted in private equity transactions," Journal of Financial Economics, Elsevier, vol. 97(1), pages 174-189, July.
    10. Andi Duqi & Aziz Jaafar & Giuseppe Torluccio, 2015. "Mispricing and risk of R&D investment in European firms," The European Journal of Finance, Taylor & Francis Journals, vol. 21(5), pages 444-465, March.
    11. Bronwyn H. Hall & Adam Jaffe & Manuel Trajtenberg, 2005. "Market Value and Patent Citations," RAND Journal of Economics, The RAND Corporation, vol. 36(1), pages 16-38, Spring.
    12. Adam B. Jaffe & Manuel Trajtenberg & Rebecca Henderson, 1993. "Geographic Localization of Knowledge Spillovers as Evidenced by Patent Citations," The Quarterly Journal of Economics, Oxford University Press, vol. 108(3), pages 577-598.
    13. Duffie, Darrell & Lando, David, 2001. "Term Structures of Credit Spreads with Incomplete Accounting Information," Econometrica, Econometric Society, vol. 69(3), pages 633-664, May.
    14. Gilsing, Victor & Nooteboom, Bart & Vanhaverbeke, Wim & Duysters, Geert & van den Oord, Ad, 2008. "Network embeddedness and the exploration of novel technologies: Technological distance, betweenness centrality and density," Research Policy, Elsevier, vol. 37(10), pages 1717-1731, December.
    15. Alexander W. Butler, 2008. "Distance Still Matters: Evidence from Municipal Bond Underwriting," Review of Financial Studies, Society for Financial Studies, vol. 21(2), pages 763-784, April.
    16. Julian R. Betts & Cameron W. Odgers & Michael K. Wilson, 2001. "The effects of unions on research and development: an empirical analysis using multi-year data," Canadian Journal of Economics, Canadian Economics Association, vol. 34(3), pages 785-806, August.
    17. Chan, Konan & Chen, Hung-Kun & Hong, Li-Hong & Wang, Yanzhi, 2015. "Stock market valuation of R&D expenditures—The role of corporate governance," Pacific-Basin Finance Journal, Elsevier, vol. 31(C), pages 78-93.
    18. Lauren Cohen & Karl Diether & Christopher Malloy, 2013. "Misvaluing Innovation," Review of Financial Studies, Society for Financial Studies, vol. 26(3), pages 635-666.
    19. Yael V. Hochberg & Alexander Ljungqvist & Yang Lu, 2007. "Whom You Know Matters: Venture Capital Networks and Investment Performance," Journal of Finance, American Finance Association, vol. 62(1), pages 251-301, February.
    20. Edward L. Glaeser & David I. Laibson & José A. Scheinkman & Christine L. Soutter, 2000. "Measuring Trust," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 115(3), pages 811-846.
      • Glaeser, Edward Ludwig & Laibson, David I. & Scheinkman, Jose A. & Soutter, Christine L., 2000. "Measuring Trust," Scholarly Articles 4481497, Harvard University Department of Economics.
    21. Tuugi Chuluun & Andrew Prevost & John Puthenpurackal, 2014. "Board Ties and the Cost of Corporate Debt," Financial Management, Financial Management Association International, vol. 43(3), pages 533-568, September.
    22. Bronwyn H. Hall & Adam B. Jaffe & Manuel Trajtenberg, 2001. "The NBER Patent Citation Data File: Lessons, Insights and Methodological Tools," NBER Working Papers 8498, National Bureau of Economic Research, Inc.
    23. Raja Kali & Javier Reyes, 2010. "Financial Contagion On The International Trade Network," Economic Inquiry, Western Economic Association International, vol. 48(4), pages 1072-1101, October.
    24. Yael V. Hochberg & Alexander Ljungqvist & Yang Lu, 2010. "Networking as a Barrier to Entry and the Competitive Supply of Venture Capital," Journal of Finance, American Finance Association, vol. 65(3), pages 829-859, June.
    25. John Y. Campbell & Glen B. Taksler, 2003. "Equity Volatility and Corporate Bond Yields," Journal of Finance, American Finance Association, vol. 58(6), pages 2321-2350, December.
    26. Klasa, Sandy & Maxwell, William F. & Ortiz-Molina, Hernán, 2009. "The strategic use of corporate cash holdings in collective bargaining with labor unions," Journal of Financial Economics, Elsevier, vol. 92(3), pages 421-442, June.
    27. Christa H. S. Bouwman, 2011. "Corporate Governance Propagation through Overlapping Directors," Review of Financial Studies, Society for Financial Studies, vol. 24(7), pages 2358-2394.
    28. Lev, Baruch & Sougiannis, Theodore, 1996. "The capitalization, amortization, and value-relevance of R&D," Journal of Accounting and Economics, Elsevier, vol. 21(1), pages 107-138, February.
    29. El-Khatib, Rwan & Fogel, Kathy & Jandik, Tomas, 2015. "CEO network centrality and merger performance," Journal of Financial Economics, Elsevier, vol. 116(2), pages 349-382.
    30. Ray Reagans & Ezra W. Zuckerman, 2001. "Networks, Diversity, and Productivity: The Social Capital of Corporate R&D Teams," Organization Science, INFORMS, vol. 12(4), pages 502-517, August.
    31. Asim Ijaz Khwaja & Atif Mian, 2005. "Do Lenders Favor Politically Connected Firms? Rent Provision in an Emerging Financial Market," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 120(4), pages 1371-1411.
    32. Shi, Charles, 2003. "On the trade-off between the future benefits and riskiness of R&D: a bondholders' perspective," Journal of Accounting and Economics, Elsevier, vol. 35(2), pages 227-254, June.
    33. Chen, Yangyang & Podolski, Edward J. & Veeraraghavan, Madhu, 2015. "Does managerial ability facilitate corporate innovative success?," Journal of Empirical Finance, Elsevier, vol. 34(C), pages 313-326.
    34. Ronald C. Anderson & David M. Reeb & Arun Upadhyay & Wanli Zhao, 2011. "The Economics of Director Heterogeneity," Financial Management, Financial Management Association International, vol. 40(1), pages 5-38, March.
    35. Ortiz-Molina, Hernan, 2006. "Top Management Incentives and the Pricing of Corporate Public Debt," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 41(2), pages 317-340, June.
    36. Chikh, Sabrina & Filbien, Jean-Yves, 2011. "Acquisitions and CEO power: Evidence from French networks," Journal of Corporate Finance, Elsevier, vol. 17(5), pages 1221-1236.
    37. David Hirshleifer & Angie Low & Siew Hong Teoh, 2012. "Are Overconfident CEOs Better Innovators?," Journal of Finance, American Finance Association, vol. 67(4), pages 1457-1498, August.
    38. Chen, Huafeng Jason & Kacperczyk, Marcin & Ortiz-Molina, Hernán, 2011. "Labor Unions, Operating Flexibility, and the Cost of Equity," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 46(1), pages 25-58, February.
    39. Mark J. Garmaise, 2003. "Informal Financial Networks: Theory and Evidence," Review of Financial Studies, Society for Financial Studies, vol. 16(4), pages 1007-1040.
    40. Allan C. Eberhart & William F. Maxwell & Akhtar R. Siddique, 2004. "An Examination of Long-Term Abnormal Stock Returns and Operating Performance Following R&D Increases," Journal of Finance, American Finance Association, vol. 59(2), pages 623-650, April.
    41. Joel Peress & jim goldman, 2016. "Firm Innovation and Financial Analysis: How Do They Interact?," 2016 Meeting Papers 531, Society for Economic Dynamics.
    42. Harrison Hong & Jeffrey D. Kubik & Jeremy C. Stein, 2004. "Social Interaction and Stock-Market Participation," Journal of Finance, American Finance Association, vol. 59(1), pages 137-163, February.
    43. Lu, Chia-Wu & Chen, Tsung-Kang & Liao, Hsien-Hsing, 2010. "Information uncertainty, information asymmetry and corporate bond yield spreads," Journal of Banking & Finance, Elsevier, vol. 34(9), pages 2265-2279, September.
    44. Klock, Mark S. & Mansi, Sattar A. & Maxwell, William F., 2005. "Does Corporate Governance Matter to Bondholders?," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 40(4), pages 693-719, December.
    45. Richard Fu & Swasti Gupta-Mukherjee, 2014. "Geography, Informal Information Flows and Mutual Fund Portfolios," Financial Management, Financial Management Association International, vol. 43(1), pages 181-214, March.
    46. John Bizjak & Michael Lemmon & Ryan Whitby, 2009. "Option Backdating and Board Interlocks," Review of Financial Studies, Society for Financial Studies, vol. 22(11), pages 4821-4847, November.
    47. Faleye, Olubunmi & Kovacs, Tunde & Venkateswaran, Anand, 2014. "Do Better-Connected CEOs Innovate More?," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 49(5-6), pages 1201-1225, December.
    48. Sanjeev Bhojraj & Partha Sengupta, 2003. "Effect of Corporate Governance on Bond Ratings and Yields: The Role of Institutional Investors and Outside Directors," The Journal of Business, University of Chicago Press, vol. 76(3), pages 455-476, July.
    49. Chen, Tsung-Kang & Chen, Yan-Shing & Liao, Hsien-Hsing, 2011. "Labor unions, bargaining power and corporate bond yield spreads: Structural credit model perspectives," Journal of Banking & Finance, Elsevier, vol. 35(8), pages 2084-2098, August.
    50. Yu, Fan, 2005. "Accounting transparency and the term structure of credit spreads," Journal of Financial Economics, Elsevier, vol. 75(1), pages 53-84, January.
    51. Corey C. Phelps, 2010. "A longitudinal study of the influence of alliance network structure and composition on firm exploratory innovation," Post-Print hal-00528392, HAL.
    52. Vikramaditya Khanna & E. Han Kim & Yao Lu, 2015. "CEO Connectedness and Corporate Fraud," Journal of Finance, American Finance Association, vol. 70(3), pages 1203-1252, June.
    53. Cai, Ye & Sevilir, Merih, 2012. "Board connections and M&A transactions," Journal of Financial Economics, Elsevier, vol. 103(2), pages 327-349.
    54. Ciftci, Mustafa & Cready, William M., 2011. "Scale effects of R&D as reflected in earnings and returns," Journal of Accounting and Economics, Elsevier, vol. 52(1), pages 62-80, June.
    55. Faleye, Olubunmi & Hoitash, Rani & Hoitash, Udi, 2011. "The costs of intense board monitoring," Journal of Financial Economics, Elsevier, vol. 101(1), pages 160-181, July.
    56. Melvyn Teo, 2009. "The Geography of Hedge Funds," Review of Financial Studies, Society for Financial Studies, vol. 22(9), pages 3531-3561, September.
    57. Nishant Dass & Omesh Kini & Vikram Nanda & Bunyamin Onal & Jun Wang, 2014. "Board Expertise: Do Directors from Related Industries Help Bridge the Information Gap?," Review of Financial Studies, Society for Financial Studies, vol. 27(5), pages 1533-1592.
    58. David Javakhadze & Stephen P. Ferris & Dan W. French, 2016. "Managerial Social Capital and Financial Development: A Cross-Country Analysis," The Financial Review, Eastern Finance Association, vol. 51(1), pages 37-68, February.
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    More about this item

    Keywords

    Network; Connectedness; Innovation; R&D; Board interlock; Bond yield;
    All these keywords.

    JEL classification:

    • G30 - Financial Economics - - Corporate Finance and Governance - - - General
    • G31 - Financial Economics - - Corporate Finance and Governance - - - Capital Budgeting; Fixed Investment and Inventory Studies
    • D80 - Microeconomics - - Information, Knowledge, and Uncertainty - - - General
    • L14 - Industrial Organization - - Market Structure, Firm Strategy, and Market Performance - - - Transactional Relationships; Contracts and Reputation

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